Efficient violence detection using transfer learning

F Santos, D Durães, FS Marcondes, S Lange… - … Conference on Practical …, 2021 - Springer
In recent years several applications, namely in surveillance, human-computer interaction
and video recovery based on its content has studied the detection and recognition of …

Violence detection in audio: evaluating the effectiveness of deep learning models and data augmentation

D Durães, B Veloso, P Novais - 2023 - reunir.unir.net
Human nature is inherently intertwined with violence, impacting the lives of numerous
individuals. Various forms of violence pervade our society, with physical violence being the …

Federated learning for physical violence detection in videos

EDS Victor, TB Lacerda, PBC Miranda… - … Joint Conference on …, 2022 - ieeexplore.ieee.org
Domestic violence has increased globally as the COVID-19 pandemic combines with
economic and social stresses. Some works have used traditional feature extractors to …

Comparison of transfer learning behaviour in violence detection with different public datasets

D Durães, F Santos, FS Marcondes, S Lange… - Progress in Artificial …, 2021 - Springer
The detection and recognition of violence have been area of interest to research, mainly in
surveillance, Human-Computer Interaction and information retrieval for video based on …

Modelling a deep learning framework for recognition of human actions on video

F Santos, D Durães, F Marcondes, M Gomes… - World Conference on …, 2021 - Springer
In Human action recognition, the identification of actions is a system that can detect human
activities. The types of human activity are classified into four different categories, depending …

Applying multisensor in‐car situations to detect violence

D Duraes, F Santos, FS Marcondes… - Expert …, 2025 - Wiley Online Library
Violence recognition is challenging because it can be presented in very different forms. For
example, it can be present in an image by a person hitting another person or present in …

Analysis of machine learning algorithms for violence detection in audio

B Veloso, D Durães, P Novais - … on Practical Applications of Agents and …, 2022 - Springer
Violence has always been part of humanity, however, there are different types of violence,
with physical violence being the most recurrent in our daily lives. This type of violence …

Modelling a Framework to Obtain Violence Detection with Spatial-Temporal Action Localization

C Monteiro, D Durães - World Conference on Information Systems and …, 2022 - Springer
A system that detects and identifies human activities are named Human Action Recognition.
In the video approach, human activity can be classified into four different categories …

Weakness evaluation on in-vehicle violence detection: An assessment of X3D, C2D and I3D against FGSM and PGD

F Santos, D Durães, FS Marcondes, N Hammerschmidt… - Electronics, 2022 - mdpi.com
When constructing a deep learning model for recognizing violence inside a vehicle, it is
crucial to consider several aspects. One aspect is the computational limitations, and the …

Deep learning and mel-spectrograms for physica violence detection in audio

TB Lacerda, P Miranda, A Câmara… - Anais do XVIII Encontro …, 2021 - sol.sbc.org.br
Há um crescente interesse em sistemas de detecção de violência de forma automática por
meio do áudio ambiente. Neste trabalho, construímos e avaliamos 4 classificadores com …